From 7e6277f292c7e479963441c1be4b45328839a213 Mon Sep 17 00:00:00 2001
From: nikhilwoodruff <35577657+nikhilwoodruff@users.noreply.github.com>
Date: Tue, 5 Dec 2023 12:52:42 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20=20@=206f131?=
 =?UTF-8?q?13a391109c434bf0385b478e7e9a3fd0a55=20=F0=9F=9A=80?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 _sources/model/validation.ipynb               | 1778 ++++++++++++++++-
 examples/income-sources.html                  |    4 +-
 index.html                                    |   80 +-
 model/validation.html                         |   39 +-
 programs/contrib/ubi-center/carbon-tax.html   |    4 +-
 programs/gov/dcms/bbc/tv-licence.html         |  164 +-
 programs/gov/dwp/pension-credit.html          |   28 +-
 programs/gov/dwp/universal-credit.html        |   14 +-
 programs/gov/hmrc/child-benefit.html          |  180 +-
 programs/gov/hmrc/fuel-duty.html              |    4 +-
 programs/gov/hmrc/income-tax.html             |   74 +-
 programs/gov/hmrc/national-insurance.html     |    8 +-
 programs/gov/hmrc/stamp-duty.html             |   12 +-
 .../gov/ofgem/energy-price-guarantee.html     |    8 +-
 .../land-and-buildings-transaction-tax.html   |    8 +-
 programs/gov/wra/land-transaction-tax.html    |    4 +-
 reports/model/validation.err.log              |   37 +-
 searchindex.js                                |    2 +-
 usage/getting-started.html                    |   28 +-
 19 files changed, 2144 insertions(+), 332 deletions(-)

diff --git a/_sources/model/validation.ipynb b/_sources/model/validation.ipynb
index cd7e9098b..2c7e9223e 100644
--- a/_sources/model/validation.ipynb
+++ b/_sources/model/validation.ipynb
@@ -12,14 +12,1782 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 3,
    "id": "afa12877",
    "metadata": {
     "tags": [
      "hide-input"
     ]
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
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+       "data": [
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+         "customdata": [
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+           "UKMOD estimates aggregate Tax Credits<br> to be £4.0 billion <br>in 2023."
+          ],
+          [
+           "UKMOD estimates aggregate Pension Credit<br> to be £4.8 billion <br>in 2023."
+          ],
+          [
+           "UKMOD estimates aggregate Housing Benefit<br> to be £9.0 billion <br>in 2023."
+          ],
+          [
+           "UKMOD estimates aggregate Child Benefit<br> to be £11.4 billion <br>in 2023."
+          ],
+          [
+           "UKMOD estimates aggregate Universal Credit<br> to be £43.7 billion <br>in 2023."
+          ],
+          [
+           "UKMOD estimates aggregate National Insurance<br> to be £170.9 billion <br>in 2023."
+          ],
+          [
+           "UKMOD estimates aggregate Income Tax<br> to be £235.8 billion <br>in 2023."
+          ]
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+         "hovertemplate": "%{customdata[0]}",
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+          "Income Tax"
+         ],
+         "yaxis": "y"
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+        {
+         "alignmentgroup": "True",
+         "customdata": [
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+           "Official estimates aggregate Pension Credit<br> to be £5.4 billion <br>in 2023."
+          ],
+          [
+           "Official estimates aggregate Tax Credits<br> to be £6.9 billion <br>in 2023."
+          ],
+          [
+           "Official estimates aggregate Child Benefit<br> to be £12.2 billion <br>in 2023."
+          ],
+          [
+           "Official estimates aggregate Housing Benefit<br> to be £14.8 billion <br>in 2023."
+          ],
+          [
+           "Official estimates aggregate Universal Credit<br> to be £49.8 billion <br>in 2023."
+          ],
+          [
+           "Official estimates aggregate National Insurance<br> to be £168.1 billion <br>in 2023."
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+          [
+           "Official estimates aggregate Income Tax<br> to be £240.5 billion <br>in 2023."
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+          ],
+          [
+           "PolicyEngine estimates aggregate National Insurance<br> to be £164.7 billion <br>in 2023."
+          ],
+          [
+           "PolicyEngine estimates aggregate Income Tax<br> to be £211.2 billion <br>in 2023."
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+            "Income Tax"
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+             "UKMOD estimates aggregate Child Benefit<br> to be £11.9 billion <br>in 2025."
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+             "UKMOD estimates aggregate Universal Credit<br> to be £61.9 billion <br>in 2025."
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+            [
+             "UKMOD estimates aggregate National Insurance<br> to be £176.6 billion <br>in 2025."
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+             "UKMOD estimates aggregate Income Tax<br> to be £246.5 billion <br>in 2025."
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+            [
+             "Official estimates aggregate Pension Credit<br> to be £5.6 billion <br>in 2025."
+            ],
+            [
+             "Official estimates aggregate Housing Benefit<br> to be £11.5 billion <br>in 2025."
+            ],
+            [
+             "Official estimates aggregate Child Benefit<br> to be £12.5 billion <br>in 2025."
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+            [
+             "Official estimates aggregate Universal Credit<br> to be £68.0 billion <br>in 2025."
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+            [
+             "Official estimates aggregate National Insurance<br> to be £176.5 billion <br>in 2025."
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+            [
+             "Official estimates aggregate Income Tax<br> to be £268.4 billion <br>in 2025."
+            ]
+           ],
+           "hovertemplate": "model=Official<br>year=2025<br>value=%{x}<br>variable=%{y}<extra></extra>",
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+          {
+           "alignmentgroup": "True",
+           "customdata": [
+            [
+             "PolicyEngine estimates aggregate Tax Credits<br> to be £2.4 billion <br>in 2025."
+            ],
+            [
+             "PolicyEngine estimates aggregate Pension Credit<br> to be £4.6 billion <br>in 2025."
+            ],
+            [
+             "PolicyEngine estimates aggregate Housing Benefit<br> to be £10.8 billion <br>in 2025."
+            ],
+            [
+             "PolicyEngine estimates aggregate Child Benefit<br> to be £17.2 billion <br>in 2025."
+            ],
+            [
+             "PolicyEngine estimates aggregate Universal Credit<br> to be £59.9 billion <br>in 2025."
+            ],
+            [
+             "PolicyEngine estimates aggregate National Insurance<br> to be £181.0 billion <br>in 2025."
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+        },
+        "updatemenus": [
+         {
+          "buttons": [
+           {
+            "args": [
+             null,
+             {
+              "frame": {
+               "duration": 500,
+               "redraw": true
+              },
+              "fromcurrent": true,
+              "mode": "immediate",
+              "transition": {
+               "duration": 500,
+               "easing": "linear"
+              }
+             }
+            ],
+            "label": "&#9654;",
+            "method": "animate"
+           },
+           {
+            "args": [
+             [
+              null
+             ],
+             {
+              "frame": {
+               "duration": 0,
+               "redraw": true
+              },
+              "fromcurrent": true,
+              "mode": "immediate",
+              "transition": {
+               "duration": 0,
+               "easing": "linear"
+              }
+             }
+            ],
+            "label": "&#9724;",
+            "method": "animate"
+           }
+          ],
+          "direction": "left",
+          "pad": {
+           "r": 10,
+           "t": 70
+          },
+          "showactive": false,
+          "type": "buttons",
+          "x": 0.1,
+          "xanchor": "right",
+          "y": 0,
+          "yanchor": "top"
+         }
+        ],
+        "width": 800,
+        "xaxis": {
+         "anchor": "y",
+         "domain": [
+          0,
+          1
+         ],
+         "range": [
+          -10,
+          300
+         ],
+         "title": {
+          "text": "Budgetary impact (£bn)"
+         }
+        },
+        "yaxis": {
+         "anchor": "x",
+         "domain": [
+          0,
+          1
+         ],
+         "title": {
+          "text": ""
+         }
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "from policyengine_uk import Microsimulation\n",
     "\n",
@@ -242,7 +2010,7 @@
     "                )\n",
     "\n",
     "import plotly.express as px\n",
-    "from policyengine_core.charts import format_fig, BLUE_COLOR_SCALE, GRAY\n",
+    "from policyengine_core.charts import format_fig, BLUE_COLOUR_SCALE, GRAY\n",
     "\n",
     "fig = (\n",
     "    px.bar(\n",
@@ -257,9 +2025,9 @@
     "        color_discrete_map={\n",
     "            \"Official\": GRAY,\n",
     "            # \"Official (error)\": GRAY,\n",
-    "            \"PolicyEngine\": BLUE_COLOR_SCALE[3],\n",
+    "            \"PolicyEngine\": BLUE_COLOUR_SCALE[2],\n",
     "            # \"PolicyEngine (error)\": BLUE_COLOR_SCALE[3],\n",
-    "            \"UKMOD\": BLUE_COLOR_SCALE[0],\n",
+    "            \"UKMOD\": BLUE_COLOUR_SCALE[0],\n",
     "            # \"UKMOD (error)\": BLUE_COLOR_SCALE[0],\n",
     "        },\n",
     "    )\n",
diff --git a/examples/income-sources.html b/examples/income-sources.html
index af1ef02b9..e69e9183e 100644
--- a/examples/income-sources.html
+++ b/examples/income-sources.html
@@ -355,9 +355,9 @@ <h1>Pensioner income sources<a class="headerlink" href="#pensioner-income-source
         });
         }
         </script>
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+var gd = document.getElementById('5b687679-129e-4f4d-81b0-a178d8f84ee2');
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diff --git a/index.html b/index.html
index 58e630176..86e23829a 100644
--- a/index.html
+++ b/index.html
@@ -283,76 +283,76 @@ <h3>Baseline estimation<a class="headerlink" href="#baseline-estimation" title="
   </thead>
   <tbody>
     <tr>
-      <th>SOUTH_EAST</th>
-      <td>10.7</td>
-      <td>36.7</td>
+      <th>LONDON</th>
+      <td>12.1</td>
+      <td>37.6</td>
       <td>9.1</td>
     </tr>
     <tr>
-      <th>LONDON</th>
-      <td>11.9</td>
-      <td>41.4</td>
-      <td>9.0</td>
+      <th>SOUTH_EAST</th>
+      <td>10.5</td>
+      <td>46.6</td>
+      <td>9.1</td>
     </tr>
     <tr>
       <th>NORTH_WEST</th>
-      <td>6.9</td>
-      <td>17.9</td>
-      <td>7.2</td>
+      <td>6.7</td>
+      <td>28.5</td>
+      <td>7.4</td>
     </tr>
     <tr>
-      <th>EAST_OF_ENGLAND</th>
-      <td>6.4</td>
-      <td>19.1</td>
+      <th>SCOTLAND</th>
+      <td>2.4</td>
+      <td>10.5</td>
       <td>6.1</td>
     </tr>
     <tr>
       <th>WEST_MIDLANDS</th>
-      <td>5.8</td>
-      <td>21.3</td>
-      <td>5.8</td>
+      <td>4.7</td>
+      <td>18.3</td>
+      <td>5.9</td>
     </tr>
     <tr>
-      <th>SOUTH_WEST</th>
-      <td>5.0</td>
-      <td>17.7</td>
-      <td>5.5</td>
+      <th>EAST_OF_ENGLAND</th>
+      <td>6.5</td>
+      <td>24.6</td>
+      <td>5.9</td>
     </tr>
     <tr>
       <th>YORKSHIRE</th>
-      <td>5.0</td>
-      <td>13.4</td>
-      <td>5.4</td>
+      <td>4.2</td>
+      <td>13.0</td>
+      <td>5.6</td>
     </tr>
     <tr>
-      <th>SCOTLAND</th>
-      <td>5.2</td>
-      <td>16.2</td>
-      <td>5.3</td>
+      <th>SOUTH_WEST</th>
+      <td>5.6</td>
+      <td>24.8</td>
+      <td>5.4</td>
     </tr>
     <tr>
       <th>EAST_MIDLANDS</th>
-      <td>3.6</td>
-      <td>11.8</td>
-      <td>4.8</td>
+      <td>4.2</td>
+      <td>15.0</td>
+      <td>4.7</td>
     </tr>
     <tr>
       <th>WALES</th>
-      <td>2.3</td>
-      <td>6.6</td>
-      <td>3.0</td>
+      <td>0.6</td>
+      <td>5.5</td>
+      <td>3.1</td>
     </tr>
     <tr>
       <th>NORTH_EAST</th>
-      <td>2.3</td>
-      <td>5.3</td>
-      <td>2.6</td>
+      <td>2.2</td>
+      <td>5.9</td>
+      <td>2.7</td>
     </tr>
     <tr>
       <th>NORTHERN_IRELAND</th>
-      <td>1.3</td>
-      <td>3.8</td>
-      <td>1.8</td>
+      <td>1.5</td>
+      <td>3.7</td>
+      <td>2.1</td>
     </tr>
   </tbody>
 </table>
@@ -393,7 +393,7 @@ <h3>Reform evaluation<a class="headerlink" href="#reform-evaluation" title="Perm
 </div>
 </details>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&#39;Revenue: £16.4bn&#39;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&#39;Revenue: £15.4bn&#39;
 </pre></div>
 </div>
 </div>
diff --git a/model/validation.html b/model/validation.html
index d7d0245d6..d254d9ed2 100644
--- a/model/validation.html
+++ b/model/validation.html
@@ -452,7 +452,7 @@ <h1>Validation<a class="headerlink" href="#validation" title="Permalink to this
                 <span class="p">)</span>
 
 <span class="kn">import</span> <span class="nn">plotly.express</span> <span class="k">as</span> <span class="nn">px</span>
-<span class="kn">from</span> <span class="nn">policyengine_core.charts</span> <span class="kn">import</span> <span class="n">format_fig</span><span class="p">,</span> <span class="n">BLUE_COLOR_SCALE</span><span class="p">,</span> <span class="n">GRAY</span>
+<span class="kn">from</span> <span class="nn">policyengine_core.charts</span> <span class="kn">import</span> <span class="n">format_fig</span><span class="p">,</span> <span class="n">BLUE_COLOUR_SCALE</span><span class="p">,</span> <span class="n">GRAY</span>
 
 <span class="n">fig</span> <span class="o">=</span> <span class="p">(</span>
     <span class="n">px</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span>
@@ -467,9 +467,9 @@ <h1>Validation<a class="headerlink" href="#validation" title="Permalink to this
         <span class="n">color_discrete_map</span><span class="o">=</span><span class="p">{</span>
             <span class="s2">&quot;Official&quot;</span><span class="p">:</span> <span class="n">GRAY</span><span class="p">,</span>
             <span class="c1"># &quot;Official (error)&quot;: GRAY,</span>
-            <span class="s2">&quot;PolicyEngine&quot;</span><span class="p">:</span> <span class="n">BLUE_COLOR_SCALE</span><span class="p">[</span><span class="mi">3</span><span class="p">],</span>
+            <span class="s2">&quot;PolicyEngine&quot;</span><span class="p">:</span> <span class="n">BLUE_COLOUR_SCALE</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span>
             <span class="c1"># &quot;PolicyEngine (error)&quot;: BLUE_COLOR_SCALE[3],</span>
-            <span class="s2">&quot;UKMOD&quot;</span><span class="p">:</span> <span class="n">BLUE_COLOR_SCALE</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
+            <span class="s2">&quot;UKMOD&quot;</span><span class="p">:</span> <span class="n">BLUE_COLOUR_SCALE</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
             <span class="c1"># &quot;UKMOD (error)&quot;: BLUE_COLOR_SCALE[0],</span>
         <span class="p">},</span>
     <span class="p">)</span>
@@ -490,25 +490,20 @@ <h1>Validation<a class="headerlink" href="#validation" title="Permalink to this
 </details>
 <div class="cell_output docutils container">
 <div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
-<span class="ne">ImportError</span><span class="g g-Whitespace">                               </span>Traceback (most recent call last)
-<span class="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">line</span> <span class="mi">222</span>
-<span class="g g-Whitespace">    </span><span class="mi">203</span>                 <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">204</span>                     <span class="p">[</span>
-<span class="g g-Whitespace">    </span><span class="mi">205</span>                         <span class="n">df</span><span class="p">,</span>
-   <span class="p">(</span><span class="o">...</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">218</span>                     <span class="p">]</span>
-<span class="g g-Whitespace">    </span><span class="mi">219</span>                 <span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">221</span> <span class="kn">import</span> <span class="nn">plotly.express</span> <span class="k">as</span> <span class="nn">px</span>
-<span class="ne">--&gt; </span><span class="mi">222</span> <span class="kn">from</span> <span class="nn">policyengine_core.charts</span> <span class="kn">import</span> <span class="n">format_fig</span><span class="p">,</span> <span class="n">BLUE_COLOR_SCALE</span><span class="p">,</span> <span class="n">GRAY</span>
-<span class="g g-Whitespace">    </span><span class="mi">224</span> <span class="n">fig</span> <span class="o">=</span> <span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">225</span>     <span class="n">px</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span>
-<span class="g g-Whitespace">    </span><span class="mi">226</span>         <span class="n">df</span><span class="p">[</span><span class="o">~</span><span class="n">df</span><span class="o">.</span><span class="n">error</span><span class="p">][::</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">([</span><span class="s2">&quot;year&quot;</span><span class="p">,</span> <span class="s2">&quot;value&quot;</span><span class="p">]),</span>
-   <span class="p">(</span><span class="o">...</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">250</span>     <span class="o">.</span><span class="n">update_traces</span><span class="p">(</span><span class="n">hovertemplate</span><span class="o">=</span><span class="s2">&quot;%</span><span class="si">{customdata[0]}</span><span class="s2">&quot;</span><span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">251</span> <span class="p">)</span>
-<span class="g g-Whitespace">    </span><span class="mi">252</span> <span class="n">fig</span> <span class="o">=</span> <span class="n">format_fig</span><span class="p">(</span><span class="n">fig</span><span class="p">)</span>
-
-<span class="ne">ImportError</span>: cannot import name &#39;BLUE_COLOR_SCALE&#39; from &#39;policyengine_core.charts&#39; (/opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages/policyengine_core/charts/__init__.py)
+<span class="ne">ModuleNotFoundError</span><span class="g g-Whitespace">                       </span>Traceback (most recent call last)
+<span class="n">Cell</span> <span class="n">In</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">line</span> <span class="mi">103</span>
+<span class="g g-Whitespace">     </span><span class="mi">96</span> <span class="k">def</span> <span class="nf">estimate</span><span class="p">(</span><span class="n">variable</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
+<span class="g g-Whitespace">     </span><span class="mi">97</span>     <span class="k">return</span> <span class="p">[</span>
+<span class="g g-Whitespace">     </span><span class="mi">98</span>         <span class="n">sim</span><span class="o">.</span><span class="n">calculate</span><span class="p">(</span><span class="n">variable</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="n">year</span><span class="p">,</span> <span class="n">map_to</span><span class="o">=</span><span class="s2">&quot;household&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">/</span> <span class="mf">1e9</span>
+<span class="nn">     99         for year</span> in <span class="ni">range</span><span class="nt">(2023, 2026)</span>
+<span class="g g-Whitespace">    </span><span class="mi">100</span>     <span class="p">]</span>
+<span class="ne">--&gt; </span><span class="mi">103</span> <span class="kn">from</span> <span class="nn">policyengine_uk.data.datasets.frs.calibration.loss</span> <span class="kn">import</span> <span class="p">(</span>
+<span class="g g-Whitespace">    </span><span class="mi">104</span>     <span class="n">calibration_parameters</span><span class="p">,</span>
+<span class="g g-Whitespace">    </span><span class="mi">105</span> <span class="p">)</span>
+<span class="g g-Whitespace">    </span><span class="mi">106</span> <span class="kn">from</span> <span class="nn">policyengine_core.parameters</span> <span class="kn">import</span> <span class="n">get_parameter</span>
+<span class="g g-Whitespace">    </span><span class="mi">109</span> <span class="k">def</span> <span class="nf">official_estimate</span><span class="p">(</span><span class="n">parameter</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span>
+
+<span class="ne">ModuleNotFoundError</span>: No module named &#39;policyengine_uk.data.datasets.frs.calibration.loss&#39;
 </pre></div>
 </div>
 </div>
diff --git a/programs/contrib/ubi-center/carbon-tax.html b/programs/contrib/ubi-center/carbon-tax.html
index d529bfd1f..6e3a2d36c 100644
--- a/programs/contrib/ubi-center/carbon-tax.html
+++ b/programs/contrib/ubi-center/carbon-tax.html
@@ -344,9 +344,9 @@ <h3>Appendix: Carbon intensities<a class="headerlink" href="#appendix-carbon-int
         });
         }
         </script>
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@@ -460,15 +460,15 @@ <h2>Microsimulation<a class="headerlink" href="#microsimulation" title="Permalin
 <div class="cell_output docutils container">
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-<table id="T_3b312">
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   <thead>
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       <th class="blank" >&nbsp;</th>
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-      <th id="T_3b312_level0_col0" class="col_heading level0 col0" >Change against current</th>
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-      <th id="T_3b312_level0_col2" class="col_heading level0 col2" >Reference</th>
+      <th id="T_72d12_level0_col0" class="col_heading level0 col0" >Change against current</th>
+      <th id="T_72d12_level0_col1" class="col_heading level0 col1" >Tax revenues impact (£m)</th>
+      <th id="T_72d12_level0_col2" class="col_heading level0 col2" >Reference</th>
     </tr>
     <tr>
       <th class="index_name level0" >Reformed policy</th>
@@ -481,118 +481,118 @@ <h2>Microsimulation<a class="headerlink" href="#microsimulation" title="Permalin
   </thead>
   <tbody>
     <tr>
-      <th id="T_3b312_level0_row0" class="row_heading level0 row0" rowspan="4">Aged discount</th>
-      <th id="T_3b312_level1_row0" class="row_heading level1 row0" rowspan="4">100%</th>
-      <th id="T_3b312_level2_row0" class="row_heading level2 row0" >0%</th>
-      <td id="T_3b312_row0_col0" class="data row0 col0" >-100%</td>
-      <td id="T_3b312_row0_col1" class="data row0 col1" >91.7</td>
-      <td id="T_3b312_row0_col2" class="data row0 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27903&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing aged discount to 0%</a></td>
+      <th id="T_72d12_level0_row0" class="row_heading level0 row0" rowspan="4">Aged discount</th>
+      <th id="T_72d12_level1_row0" class="row_heading level1 row0" rowspan="4">100%</th>
+      <th id="T_72d12_level2_row0" class="row_heading level2 row0" >0%</th>
+      <td id="T_72d12_row0_col0" class="data row0 col0" >-100%</td>
+      <td id="T_72d12_row0_col1" class="data row0 col1" >91.7</td>
+      <td id="T_72d12_row0_col2" class="data row0 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27903&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing aged discount to 0%</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level2_row1" class="row_heading level2 row1" >25%</th>
-      <td id="T_3b312_row1_col0" class="data row1 col0" >-75%</td>
-      <td id="T_3b312_row1_col1" class="data row1 col1" >68.8</td>
-      <td id="T_3b312_row1_col2" class="data row1 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27083&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing aged discount to 25%</a></td>
+      <th id="T_72d12_level2_row1" class="row_heading level2 row1" >25%</th>
+      <td id="T_72d12_row1_col0" class="data row1 col0" >-75%</td>
+      <td id="T_72d12_row1_col1" class="data row1 col1" >68.8</td>
+      <td id="T_72d12_row1_col2" class="data row1 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27083&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing aged discount to 25%</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level2_row2" class="row_heading level2 row2" >50%</th>
-      <td id="T_3b312_row2_col0" class="data row2 col0" >-50%</td>
-      <td id="T_3b312_row2_col1" class="data row2 col1" >45.9</td>
-      <td id="T_3b312_row2_col2" class="data row2 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=19090&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing aged discount to 50%</a></td>
+      <th id="T_72d12_level2_row2" class="row_heading level2 row2" >50%</th>
+      <td id="T_72d12_row2_col0" class="data row2 col0" >-50%</td>
+      <td id="T_72d12_row2_col1" class="data row2 col1" >45.9</td>
+      <td id="T_72d12_row2_col2" class="data row2 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=19090&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing aged discount to 50%</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level2_row3" class="row_heading level2 row3" >75%</th>
-      <td id="T_3b312_row3_col0" class="data row3 col0" >-25%</td>
-      <td id="T_3b312_row3_col1" class="data row3 col1" >22.9</td>
-      <td id="T_3b312_row3_col2" class="data row3 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27909&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing aged discount to 75%</a></td>
+      <th id="T_72d12_level2_row3" class="row_heading level2 row3" >75%</th>
+      <td id="T_72d12_row3_col0" class="data row3 col0" >-25%</td>
+      <td id="T_72d12_row3_col1" class="data row3 col1" >22.9</td>
+      <td id="T_72d12_row3_col2" class="data row3 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27909&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing aged discount to 75%</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level0_row4" class="row_heading level0 row4" rowspan="10">Minimum age</th>
-      <th id="T_3b312_level1_row4" class="row_heading level1 row4" rowspan="10">75</th>
-      <th id="T_3b312_level2_row4" class="row_heading level2 row4" >70</th>
-      <td id="T_3b312_row4_col0" class="data row4 col0" >-5</td>
-      <td id="T_3b312_row4_col1" class="data row4 col1" >-19.6</td>
-      <td id="T_3b312_row4_col2" class="data row4 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27932&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 70</a></td>
+      <th id="T_72d12_level0_row4" class="row_heading level0 row4" rowspan="10">Minimum age</th>
+      <th id="T_72d12_level1_row4" class="row_heading level1 row4" rowspan="10">75</th>
+      <th id="T_72d12_level2_row4" class="row_heading level2 row4" >70</th>
+      <td id="T_72d12_row4_col0" class="data row4 col0" >-5</td>
+      <td id="T_72d12_row4_col1" class="data row4 col1" >-19.6</td>
+      <td id="T_72d12_row4_col2" class="data row4 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27932&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 70</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level2_row5" class="row_heading level2 row5" >71</th>
-      <td id="T_3b312_row5_col0" class="data row5 col0" >-4</td>
-      <td id="T_3b312_row5_col1" class="data row5 col1" >-11.4</td>
-      <td id="T_3b312_row5_col2" class="data row5 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27939&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 71</a></td>
+      <th id="T_72d12_level2_row5" class="row_heading level2 row5" >71</th>
+      <td id="T_72d12_row5_col0" class="data row5 col0" >-4</td>
+      <td id="T_72d12_row5_col1" class="data row5 col1" >-11.4</td>
+      <td id="T_72d12_row5_col2" class="data row5 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27939&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 71</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level2_row6" class="row_heading level2 row6" >72</th>
-      <td id="T_3b312_row6_col0" class="data row6 col0" >-3</td>
-      <td id="T_3b312_row6_col1" class="data row6 col1" >-7.7</td>
-      <td id="T_3b312_row6_col2" class="data row6 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27941&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 72</a></td>
+      <th id="T_72d12_level2_row6" class="row_heading level2 row6" >72</th>
+      <td id="T_72d12_row6_col0" class="data row6 col0" >-3</td>
+      <td id="T_72d12_row6_col1" class="data row6 col1" >-7.7</td>
+      <td id="T_72d12_row6_col2" class="data row6 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27941&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 72</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level2_row7" class="row_heading level2 row7" >73</th>
-      <td id="T_3b312_row7_col0" class="data row7 col0" >-2</td>
-      <td id="T_3b312_row7_col1" class="data row7 col1" >-2.4</td>
-      <td id="T_3b312_row7_col2" class="data row7 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27944&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 73</a></td>
+      <th id="T_72d12_level2_row7" class="row_heading level2 row7" >73</th>
+      <td id="T_72d12_row7_col0" class="data row7 col0" >-2</td>
+      <td id="T_72d12_row7_col1" class="data row7 col1" >-2.4</td>
+      <td id="T_72d12_row7_col2" class="data row7 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27944&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 73</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level2_row8" class="row_heading level2 row8" >74</th>
-      <td id="T_3b312_row8_col0" class="data row8 col0" >-1</td>
-      <td id="T_3b312_row8_col1" class="data row8 col1" >-1.5</td>
-      <td id="T_3b312_row8_col2" class="data row8 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27947&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 74</a></td>
+      <th id="T_72d12_level2_row8" class="row_heading level2 row8" >74</th>
+      <td id="T_72d12_row8_col0" class="data row8 col0" >-1</td>
+      <td id="T_72d12_row8_col1" class="data row8 col1" >-1.5</td>
+      <td id="T_72d12_row8_col2" class="data row8 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27947&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 74</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level2_row9" class="row_heading level2 row9" >76</th>
-      <td id="T_3b312_row9_col0" class="data row9 col0" >1</td>
-      <td id="T_3b312_row9_col1" class="data row9 col1" >1.3</td>
-      <td id="T_3b312_row9_col2" class="data row9 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27949&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 76</a></td>
+      <th id="T_72d12_level2_row9" class="row_heading level2 row9" >76</th>
+      <td id="T_72d12_row9_col0" class="data row9 col0" >1</td>
+      <td id="T_72d12_row9_col1" class="data row9 col1" >1.3</td>
+      <td id="T_72d12_row9_col2" class="data row9 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27949&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 76</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level2_row10" class="row_heading level2 row10" >77</th>
-      <td id="T_3b312_row10_col0" class="data row10 col0" >2</td>
-      <td id="T_3b312_row10_col1" class="data row10 col1" >2.2</td>
-      <td id="T_3b312_row10_col2" class="data row10 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27951&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 77</a></td>
+      <th id="T_72d12_level2_row10" class="row_heading level2 row10" >77</th>
+      <td id="T_72d12_row10_col0" class="data row10 col0" >2</td>
+      <td id="T_72d12_row10_col1" class="data row10 col1" >2.2</td>
+      <td id="T_72d12_row10_col2" class="data row10 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27951&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 77</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level2_row11" class="row_heading level2 row11" >78</th>
-      <td id="T_3b312_row11_col0" class="data row11 col0" >3</td>
-      <td id="T_3b312_row11_col1" class="data row11 col1" >3.7</td>
-      <td id="T_3b312_row11_col2" class="data row11 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27953&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 78</a></td>
+      <th id="T_72d12_level2_row11" class="row_heading level2 row11" >78</th>
+      <td id="T_72d12_row11_col0" class="data row11 col0" >3</td>
+      <td id="T_72d12_row11_col1" class="data row11 col1" >3.7</td>
+      <td id="T_72d12_row11_col2" class="data row11 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27953&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 78</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level2_row12" class="row_heading level2 row12" >79</th>
-      <td id="T_3b312_row12_col0" class="data row12 col0" >4</td>
-      <td id="T_3b312_row12_col1" class="data row12 col1" >7.1</td>
-      <td id="T_3b312_row12_col2" class="data row12 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27955&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 79</a></td>
+      <th id="T_72d12_level2_row12" class="row_heading level2 row12" >79</th>
+      <td id="T_72d12_row12_col0" class="data row12 col0" >4</td>
+      <td id="T_72d12_row12_col1" class="data row12 col1" >7.1</td>
+      <td id="T_72d12_row12_col2" class="data row12 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27955&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 79</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level2_row13" class="row_heading level2 row13" >80</th>
-      <td id="T_3b312_row13_col0" class="data row13 col0" >5</td>
-      <td id="T_3b312_row13_col1" class="data row13 col1" >91.7</td>
-      <td id="T_3b312_row13_col2" class="data row13 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27960&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 80</a></td>
+      <th id="T_72d12_level2_row13" class="row_heading level2 row13" >80</th>
+      <td id="T_72d12_row13_col0" class="data row13 col0" >5</td>
+      <td id="T_72d12_row13_col1" class="data row13 col1" >91.7</td>
+      <td id="T_72d12_row13_col2" class="data row13 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27960&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing minimum age for aged discount to 80</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level0_row14" class="row_heading level0 row14" rowspan="4">TV licence fee</th>
-      <th id="T_3b312_level1_row14" class="row_heading level1 row14" rowspan="4">£159</th>
-      <th id="T_3b312_level2_row14" class="row_heading level2 row14" >£157</th>
-      <td id="T_3b312_row14_col0" class="data row14 col0" >£-2</td>
-      <td id="T_3b312_row14_col1" class="data row14 col1" >-52.1</td>
-      <td id="T_3b312_row14_col2" class="data row14 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27089&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing licence fee to £157</a></td>
+      <th id="T_72d12_level0_row14" class="row_heading level0 row14" rowspan="4">TV licence fee</th>
+      <th id="T_72d12_level1_row14" class="row_heading level1 row14" rowspan="4">£159</th>
+      <th id="T_72d12_level2_row14" class="row_heading level2 row14" >£157</th>
+      <td id="T_72d12_row14_col0" class="data row14 col0" >£-2</td>
+      <td id="T_72d12_row14_col1" class="data row14 col1" >-52.1</td>
+      <td id="T_72d12_row14_col2" class="data row14 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27089&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing licence fee to £157</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level2_row15" class="row_heading level2 row15" >£158</th>
-      <td id="T_3b312_row15_col0" class="data row15 col0" >£-1</td>
-      <td id="T_3b312_row15_col1" class="data row15 col1" >-26.0</td>
-      <td id="T_3b312_row15_col2" class="data row15 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27087&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing licence fee to £158</a></td>
+      <th id="T_72d12_level2_row15" class="row_heading level2 row15" >£158</th>
+      <td id="T_72d12_row15_col0" class="data row15 col0" >£-1</td>
+      <td id="T_72d12_row15_col1" class="data row15 col1" >-26.0</td>
+      <td id="T_72d12_row15_col2" class="data row15 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=27087&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing licence fee to £158</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level2_row16" class="row_heading level2 row16" >£160</th>
-      <td id="T_3b312_row16_col0" class="data row16 col0" >£1</td>
-      <td id="T_3b312_row16_col1" class="data row16 col1" >26.0</td>
-      <td id="T_3b312_row16_col2" class="data row16 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=26981&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing licence fee to £160</a></td>
+      <th id="T_72d12_level2_row16" class="row_heading level2 row16" >£160</th>
+      <td id="T_72d12_row16_col0" class="data row16 col0" >£1</td>
+      <td id="T_72d12_row16_col1" class="data row16 col1" >26.0</td>
+      <td id="T_72d12_row16_col2" class="data row16 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=26981&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing licence fee to £160</a></td>
     </tr>
     <tr>
-      <th id="T_3b312_level2_row17" class="row_heading level2 row17" >£161</th>
-      <td id="T_3b312_row17_col0" class="data row17 col0" >£2</td>
-      <td id="T_3b312_row17_col1" class="data row17 col1" >52.1</td>
-      <td id="T_3b312_row17_col2" class="data row17 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=26983&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing licence fee to £161</a></td>
+      <th id="T_72d12_level2_row17" class="row_heading level2 row17" >£161</th>
+      <td id="T_72d12_row17_col0" class="data row17 col0" >£2</td>
+      <td id="T_72d12_row17_col1" class="data row17 col1" >52.1</td>
+      <td id="T_72d12_row17_col2" class="data row17 col2" ><a href="https://policyengine.org/uk/policy?focus=policyOutput.netIncome&reform=26983&region=uk&timePeriod=2023&baseline=1">Budgetary impact of changing licence fee to £161</a></td>
     </tr>
   </tbody>
 </table>
diff --git a/programs/gov/dwp/pension-credit.html b/programs/gov/dwp/pension-credit.html
index 035122808..e6688b0ef 100644
--- a/programs/gov/dwp/pension-credit.html
+++ b/programs/gov/dwp/pension-credit.html
@@ -388,19 +388,19 @@ <h2>Pension Credit Rate Changes<a class="headerlink" href="#pension-credit-rate-
     </tr>
     <tr>
       <th>2023-01-01</th>
-      <td>38.85</td>
-      <td>56.35</td>
-      <td>30.580000</td>
-      <td>69.400000</td>
-      <td>95.48</td>
+      <td>43.023658</td>
+      <td>62.403684</td>
+      <td>33.865212</td>
+      <td>76.855647</td>
+      <td>105.737423</td>
     </tr>
     <tr>
       <th>2024-01-01</th>
-      <td>45.624555</td>
-      <td>66.176157</td>
-      <td>35.912456</td>
-      <td>81.501779</td>
-      <td>112.129537</td>
+      <td>44.263191</td>
+      <td>64.201565</td>
+      <td>34.840885</td>
+      <td>79.069895</td>
+      <td>108.783769</td>
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       <th class="blank" >&nbsp;</th>
       <th class="blank level0" >&nbsp;</th>
-      <th id="T_8bc2d_level0_col0" class="col_heading level0 col0" >Value</th>
-      <th id="T_8bc2d_level0_col1" class="col_heading level0 col1" >Reference</th>
+      <th id="T_14076_level0_col0" class="col_heading level0 col0" >Value</th>
+      <th id="T_14076_level0_col1" class="col_heading level0 col1" >Reference</th>
     </tr>
     <tr>
       <th class="index_name level0" >Date</th>
@@ -303,114 +303,136 @@ <h2>Payment levels<a class="headerlink" href="#payment-levels" title="Permalink
   </thead>
   <tbody>
     <tr>
-      <th id="T_8bc2d_level0_row0" class="row_heading level0 row0" rowspan="2">2007-04-09</th>
-      <th id="T_8bc2d_level1_row0" class="row_heading level1 row0" >Eldest</th>
-      <td id="T_8bc2d_row0_col0" class="data row0 col0" >£18.80</td>
-      <td id="T_8bc2d_row0_col1" class="data row0 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_14076_level0_row0" class="row_heading level0 row0" rowspan="2">2007-04-09</th>
+      <th id="T_14076_level1_row0" class="row_heading level1 row0" >Eldest</th>
+      <td id="T_14076_row0_col0" class="data row0 col0" >£18.80</td>
+      <td id="T_14076_row0_col1" class="data row0 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level1_row1" class="row_heading level1 row1" >Additional</th>
-      <td id="T_8bc2d_row1_col0" class="data row1 col0" >£12.10</td>
-      <td id="T_8bc2d_row1_col1" class="data row1 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_14076_level1_row1" class="row_heading level1 row1" >Additional</th>
+      <td id="T_14076_row1_col0" class="data row1 col0" >£12.10</td>
+      <td id="T_14076_row1_col1" class="data row1 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level0_row2" class="row_heading level0 row2" rowspan="2">2009-01-05</th>
-      <th id="T_8bc2d_level1_row2" class="row_heading level1 row2" >Eldest</th>
-      <td id="T_8bc2d_row2_col0" class="data row2 col0" >£20.00</td>
-      <td id="T_8bc2d_row2_col1" class="data row2 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_14076_level0_row2" class="row_heading level0 row2" rowspan="2">2009-01-05</th>
+      <th id="T_14076_level1_row2" class="row_heading level1 row2" >Additional</th>
+      <td id="T_14076_row2_col0" class="data row2 col0" >£13.20</td>
+      <td id="T_14076_row2_col1" class="data row2 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level1_row3" class="row_heading level1 row3" >Additional</th>
-      <td id="T_8bc2d_row3_col0" class="data row3 col0" >£13.20</td>
-      <td id="T_8bc2d_row3_col1" class="data row3 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_14076_level1_row3" class="row_heading level1 row3" >Eldest</th>
+      <td id="T_14076_row3_col0" class="data row3 col0" >£20.00</td>
+      <td id="T_14076_row3_col1" class="data row3 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level0_row4" class="row_heading level0 row4" rowspan="2">2010-04-12</th>
-      <th id="T_8bc2d_level1_row4" class="row_heading level1 row4" >Eldest</th>
-      <td id="T_8bc2d_row4_col0" class="data row4 col0" >£20.30</td>
-      <td id="T_8bc2d_row4_col1" class="data row4 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_14076_level0_row4" class="row_heading level0 row4" rowspan="2">2010-04-12</th>
+      <th id="T_14076_level1_row4" class="row_heading level1 row4" >Eldest</th>
+      <td id="T_14076_row4_col0" class="data row4 col0" >£20.30</td>
+      <td id="T_14076_row4_col1" class="data row4 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level1_row5" class="row_heading level1 row5" >Additional</th>
-      <td id="T_8bc2d_row5_col0" class="data row5 col0" >£13.40</td>
-      <td id="T_8bc2d_row5_col1" class="data row5 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_14076_level1_row5" class="row_heading level1 row5" >Additional</th>
+      <td id="T_14076_row5_col0" class="data row5 col0" >£13.40</td>
+      <td id="T_14076_row5_col1" class="data row5 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level0_row6" class="row_heading level0 row6" rowspan="2">2014-04-07</th>
-      <th id="T_8bc2d_level1_row6" class="row_heading level1 row6" >Eldest</th>
-      <td id="T_8bc2d_row6_col0" class="data row6 col0" >£20.50</td>
-      <td id="T_8bc2d_row6_col1" class="data row6 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_14076_level0_row6" class="row_heading level0 row6" rowspan="2">2014-04-07</th>
+      <th id="T_14076_level1_row6" class="row_heading level1 row6" >Eldest</th>
+      <td id="T_14076_row6_col0" class="data row6 col0" >£20.50</td>
+      <td id="T_14076_row6_col1" class="data row6 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level1_row7" class="row_heading level1 row7" >Additional</th>
-      <td id="T_8bc2d_row7_col0" class="data row7 col0" >£13.55</td>
-      <td id="T_8bc2d_row7_col1" class="data row7 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_14076_level1_row7" class="row_heading level1 row7" >Additional</th>
+      <td id="T_14076_row7_col0" class="data row7 col0" >£13.55</td>
+      <td id="T_14076_row7_col1" class="data row7 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level0_row8" class="row_heading level0 row8" rowspan="2">2015-04-06</th>
-      <th id="T_8bc2d_level1_row8" class="row_heading level1 row8" >Eldest</th>
-      <td id="T_8bc2d_row8_col0" class="data row8 col0" >£20.70</td>
-      <td id="T_8bc2d_row8_col1" class="data row8 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_14076_level0_row8" class="row_heading level0 row8" rowspan="2">2015-04-06</th>
+      <th id="T_14076_level1_row8" class="row_heading level1 row8" >Eldest</th>
+      <td id="T_14076_row8_col0" class="data row8 col0" >£20.70</td>
+      <td id="T_14076_row8_col1" class="data row8 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level1_row9" class="row_heading level1 row9" >Additional</th>
-      <td id="T_8bc2d_row9_col0" class="data row9 col0" >£13.70</td>
-      <td id="T_8bc2d_row9_col1" class="data row9 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_14076_level1_row9" class="row_heading level1 row9" >Additional</th>
+      <td id="T_14076_row9_col0" class="data row9 col0" >£13.70</td>
+      <td id="T_14076_row9_col1" class="data row9 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level0_row10" class="row_heading level0 row10" rowspan="2">2020-04-06</th>
-      <th id="T_8bc2d_level1_row10" class="row_heading level1 row10" >Eldest</th>
-      <td id="T_8bc2d_row10_col0" class="data row10 col0" >£21.05</td>
-      <td id="T_8bc2d_row10_col1" class="data row10 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_14076_level0_row10" class="row_heading level0 row10" rowspan="2">2020-04-06</th>
+      <th id="T_14076_level1_row10" class="row_heading level1 row10" >Eldest</th>
+      <td id="T_14076_row10_col0" class="data row10 col0" >£21.05</td>
+      <td id="T_14076_row10_col1" class="data row10 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level1_row11" class="row_heading level1 row11" >Additional</th>
-      <td id="T_8bc2d_row11_col0" class="data row11 col0" >£13.95</td>
-      <td id="T_8bc2d_row11_col1" class="data row11 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_14076_level1_row11" class="row_heading level1 row11" >Additional</th>
+      <td id="T_14076_row11_col0" class="data row11 col0" >£13.95</td>
+      <td id="T_14076_row11_col1" class="data row11 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level0_row12" class="row_heading level0 row12" rowspan="2">2021-04-12</th>
-      <th id="T_8bc2d_level1_row12" class="row_heading level1 row12" >Eldest</th>
-      <td id="T_8bc2d_row12_col0" class="data row12 col0" >£21.15</td>
-      <td id="T_8bc2d_row12_col1" class="data row12 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_14076_level0_row12" class="row_heading level0 row12" rowspan="2">2021-04-12</th>
+      <th id="T_14076_level1_row12" class="row_heading level1 row12" >Additional</th>
+      <td id="T_14076_row12_col0" class="data row12 col0" >£14.00</td>
+      <td id="T_14076_row12_col1" class="data row12 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level1_row13" class="row_heading level1 row13" >Additional</th>
-      <td id="T_8bc2d_row13_col0" class="data row13 col0" >£14.00</td>
-      <td id="T_8bc2d_row13_col1" class="data row13 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
+      <th id="T_14076_level1_row13" class="row_heading level1 row13" >Eldest</th>
+      <td id="T_14076_row13_col0" class="data row13 col0" >£21.15</td>
+      <td id="T_14076_row13_col1" class="data row13 col1" ><a href="https://www.legislation.gov.uk/uksi/2021/156/regulation/5/made">The Tax Credits, Child Benefit and Guardian’s Allowance Up-rating Regulations 2021(5)(b)</a></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level0_row14" class="row_heading level0 row14" rowspan="2">2022-04-01</th>
-      <th id="T_8bc2d_level1_row14" class="row_heading level1 row14" >Eldest</th>
-      <td id="T_8bc2d_row14_col0" class="data row14 col0" >£21.80</td>
-      <td id="T_8bc2d_row14_col1" class="data row14 col1" ></td>
+      <th id="T_14076_level0_row14" class="row_heading level0 row14" rowspan="2">2022-04-01</th>
+      <th id="T_14076_level1_row14" class="row_heading level1 row14" >Eldest</th>
+      <td id="T_14076_row14_col0" class="data row14 col0" >£21.80</td>
+      <td id="T_14076_row14_col1" class="data row14 col1" ></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level1_row15" class="row_heading level1 row15" >Additional</th>
-      <td id="T_8bc2d_row15_col0" class="data row15 col0" >£14.45</td>
-      <td id="T_8bc2d_row15_col1" class="data row15 col1" ></td>
+      <th id="T_14076_level1_row15" class="row_heading level1 row15" >Additional</th>
+      <td id="T_14076_row15_col0" class="data row15 col0" >£14.45</td>
+      <td id="T_14076_row15_col1" class="data row15 col1" ></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level0_row16" class="row_heading level0 row16" rowspan="2">2023-04-01</th>
-      <th id="T_8bc2d_level1_row16" class="row_heading level1 row16" >Eldest</th>
-      <td id="T_8bc2d_row16_col0" class="data row16 col0" >£24.01</td>
-      <td id="T_8bc2d_row16_col1" class="data row16 col1" ></td>
+      <th id="T_14076_level0_row16" class="row_heading level0 row16" rowspan="2">2023-01-01</th>
+      <th id="T_14076_level1_row16" class="row_heading level1 row16" >Eldest</th>
+      <td id="T_14076_row16_col0" class="data row16 col0" >£24.00</td>
+      <td id="T_14076_row16_col1" class="data row16 col1" ></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level1_row17" class="row_heading level1 row17" >Additional</th>
-      <td id="T_8bc2d_row17_col0" class="data row17 col0" >£15.92</td>
-      <td id="T_8bc2d_row17_col1" class="data row17 col1" ></td>
+      <th id="T_14076_level1_row17" class="row_heading level1 row17" >Additional</th>
+      <td id="T_14076_row17_col0" class="data row17 col0" >£15.90</td>
+      <td id="T_14076_row17_col1" class="data row17 col1" ></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level0_row18" class="row_heading level0 row18" rowspan="2">2024-01-01</th>
-      <th id="T_8bc2d_level1_row18" class="row_heading level1 row18" >Additional</th>
-      <td id="T_8bc2d_row18_col0" class="data row18 col0" >£16.97</td>
-      <td id="T_8bc2d_row18_col1" class="data row18 col1" ></td>
+      <th id="T_14076_level0_row18" class="row_heading level0 row18" rowspan="2">2024-01-01</th>
+      <th id="T_14076_level1_row18" class="row_heading level1 row18" >Additional</th>
+      <td id="T_14076_row18_col0" class="data row18 col0" >£16.36</td>
+      <td id="T_14076_row18_col1" class="data row18 col1" ></td>
     </tr>
     <tr>
-      <th id="T_8bc2d_level1_row19" class="row_heading level1 row19" >Eldest</th>
-      <td id="T_8bc2d_row19_col0" class="data row19 col0" >£25.60</td>
-      <td id="T_8bc2d_row19_col1" class="data row19 col1" ></td>
+      <th id="T_14076_level1_row19" class="row_heading level1 row19" >Eldest</th>
+      <td id="T_14076_row19_col0" class="data row19 col0" >£24.69</td>
+      <td id="T_14076_row19_col1" class="data row19 col1" ></td>
+    </tr>
+    <tr>
+      <th id="T_14076_level0_row20" class="row_heading level0 row20" rowspan="2">2025-01-01</th>
+      <th id="T_14076_level1_row20" class="row_heading level1 row20" >Eldest</th>
+      <td id="T_14076_row20_col0" class="data row20 col0" >£24.83</td>
+      <td id="T_14076_row20_col1" class="data row20 col1" ></td>
+    </tr>
+    <tr>
+      <th id="T_14076_level1_row21" class="row_heading level1 row21" >Additional</th>
+      <td id="T_14076_row21_col0" class="data row21 col0" >£16.45</td>
+      <td id="T_14076_row21_col1" class="data row21 col1" ></td>
+    </tr>
+    <tr>
+      <th id="T_14076_level0_row22" class="row_heading level0 row22" rowspan="2">2026-01-01</th>
+      <th id="T_14076_level1_row22" class="row_heading level1 row22" >Additional</th>
+      <td id="T_14076_row22_col0" class="data row22 col0" >£16.43</td>
+      <td id="T_14076_row22_col1" class="data row22 col1" ></td>
+    </tr>
+    <tr>
+      <th id="T_14076_level1_row23" class="row_heading level1 row23" >Eldest</th>
+      <td id="T_14076_row23_col0" class="data row23 col0" >£24.81</td>
+      <td id="T_14076_row23_col1" class="data row23 col1" ></td>
     </tr>
   </tbody>
 </table>
@@ -479,27 +501,27 @@ <h2>Examples<a class="headerlink" href="#examples" title="Permalink to this head
   <tbody>
     <tr>
       <th>1</th>
-      <td>£1099.80</td>
+      <td>£1125.15</td>
     </tr>
     <tr>
       <th>2</th>
-      <td>£1827.80</td>
+      <td>£1870.70</td>
     </tr>
     <tr>
       <th>3</th>
-      <td>£2555.80</td>
+      <td>£2616.25</td>
     </tr>
     <tr>
       <th>4</th>
-      <td>£3283.80</td>
+      <td>£3361.80</td>
     </tr>
     <tr>
       <th>5</th>
-      <td>£4011.80</td>
+      <td>£4107.35</td>
     </tr>
     <tr>
       <th>6</th>
-      <td>£4739.80</td>
+      <td>£4852.90</td>
     </tr>
   </tbody>
 </table>
diff --git a/programs/gov/hmrc/fuel-duty.html b/programs/gov/hmrc/fuel-duty.html
index 9d28b0e49..f7184e545 100644
--- a/programs/gov/hmrc/fuel-duty.html
+++ b/programs/gov/hmrc/fuel-duty.html
@@ -380,9 +380,9 @@ <h2>Fuel Duty Rate<a class="headerlink" href="#fuel-duty-rate" title="Permalink
         });
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diff --git a/programs/gov/hmrc/income-tax.html b/programs/gov/hmrc/income-tax.html
index 5c249fc96..ff12c35bd 100644
--- a/programs/gov/hmrc/income-tax.html
+++ b/programs/gov/hmrc/income-tax.html
@@ -584,7 +584,7 @@ <h2>Appendix:<a class="headerlink" href="#appendix" title="Permalink to this hea
       <th>0</th>
       <td>Annual Allowance</td>
       <td>Default</td>
-      <td>40000.0</td>
+      <td>40000.000000</td>
       <td>2015-06-01</td>
       <td>currency-GBP</td>
     </tr>
@@ -592,7 +592,7 @@ <h2>Appendix:<a class="headerlink" href="#appendix" title="Permalink to this hea
       <th>1</th>
       <td>Annual Allowance</td>
       <td>Minimum</td>
-      <td>4000.0</td>
+      <td>4000.000000</td>
       <td>2015-06-01</td>
       <td>currency-GBP</td>
     </tr>
@@ -600,7 +600,7 @@ <h2>Appendix:<a class="headerlink" href="#appendix" title="Permalink to this hea
       <th>2</th>
       <td>Annual Allowance</td>
       <td>Reduction Rate</td>
-      <td>0.5</td>
+      <td>0.500000</td>
       <td>2015-06-01</td>
       <td>marginal-rate</td>
     </tr>
@@ -608,7 +608,7 @@ <h2>Appendix:<a class="headerlink" href="#appendix" title="Permalink to this hea
       <th>3</th>
       <td>Annual Allowance</td>
       <td>Taper</td>
-      <td>240000.0</td>
+      <td>240000.000000</td>
       <td>2015-06-01</td>
       <td>currency-GBP</td>
     </tr>
@@ -616,7 +616,7 @@ <h2>Appendix:<a class="headerlink" href="#appendix" title="Permalink to this hea
       <th>4</th>
       <td>Marriage Allowance</td>
       <td>Max</td>
-      <td>0.1</td>
+      <td>0.100000</td>
       <td>2016-04-01</td>
       <td>/1</td>
     </tr>
@@ -624,7 +624,7 @@ <h2>Appendix:<a class="headerlink" href="#appendix" title="Permalink to this hea
       <th>5</th>
       <td>Marriage Allowance</td>
       <td>Rounding Increment</td>
-      <td>10.0</td>
+      <td>10.000000</td>
       <td>2016-04-01</td>
       <td>currency-GBP</td>
     </tr>
@@ -632,7 +632,7 @@ <h2>Appendix:<a class="headerlink" href="#appendix" title="Permalink to this hea
       <th>6</th>
       <td>Marriage Allowance</td>
       <td>Takeup Rate</td>
-      <td>1.0</td>
+      <td>1.000000</td>
       <td>2000-01-01</td>
       <td>/1</td>
     </tr>
@@ -640,7 +640,7 @@ <h2>Appendix:<a class="headerlink" href="#appendix" title="Permalink to this hea
       <th>7</th>
       <td>Married Couples Allowance</td>
       <td>Deduction Rate</td>
-      <td>0.1</td>
+      <td>0.100000</td>
       <td>2010-01-01</td>
       <td>/1</td>
     </tr>
@@ -648,95 +648,103 @@ <h2>Appendix:<a class="headerlink" href="#appendix" title="Permalink to this hea
       <th>8</th>
       <td>Personal Allowance</td>
       <td>Amount</td>
-      <td>12570.0</td>
-      <td>2025-04-06</td>
+      <td>12559.449065</td>
+      <td>2026-01-01</td>
       <td>currency-GBP</td>
     </tr>
     <tr>
       <th>9</th>
       <td>Personal Allowance</td>
       <td>Amount</td>
-      <td>12570.0</td>
-      <td>2021-04-06</td>
+      <td>12570.000000</td>
+      <td>2025-04-06</td>
       <td>currency-GBP</td>
     </tr>
     <tr>
       <th>10</th>
       <td>Personal Allowance</td>
       <td>Amount</td>
-      <td>12500.0</td>
-      <td>2019-04-06</td>
+      <td>12570.000000</td>
+      <td>2021-04-06</td>
       <td>currency-GBP</td>
     </tr>
     <tr>
       <th>11</th>
       <td>Personal Allowance</td>
       <td>Amount</td>
-      <td>11850.0</td>
-      <td>2018-04-06</td>
+      <td>12500.000000</td>
+      <td>2019-04-06</td>
       <td>currency-GBP</td>
     </tr>
     <tr>
       <th>12</th>
       <td>Personal Allowance</td>
       <td>Amount</td>
-      <td>11500.0</td>
-      <td>2017-04-06</td>
+      <td>11850.000000</td>
+      <td>2018-04-06</td>
       <td>currency-GBP</td>
     </tr>
     <tr>
       <th>13</th>
       <td>Personal Allowance</td>
       <td>Amount</td>
-      <td>10600.0</td>
-      <td>2015-04-06</td>
+      <td>11500.000000</td>
+      <td>2017-04-06</td>
       <td>currency-GBP</td>
     </tr>
     <tr>
       <th>14</th>
+      <td>Personal Allowance</td>
+      <td>Amount</td>
+      <td>10600.000000</td>
+      <td>2015-04-06</td>
+      <td>currency-GBP</td>
+    </tr>
+    <tr>
+      <th>15</th>
       <td>Personal Savings Allowance</td>
       <td>Addtional Threshold</td>
-      <td>0.0</td>
+      <td>0.000000</td>
       <td>2005-06-01</td>
       <td>currency-GBP</td>
     </tr>
     <tr>
-      <th>15</th>
+      <th>16</th>
       <td>Personal Savings Allowance</td>
       <td>Basic Threshold</td>
-      <td>1000.0</td>
+      <td>1000.000000</td>
       <td>2005-06-01</td>
       <td>currency-GBP</td>
     </tr>
     <tr>
-      <th>16</th>
+      <th>17</th>
       <td>Personal Savings Allowance</td>
       <td>Higher Threshold</td>
-      <td>500.0</td>
+      <td>500.000000</td>
       <td>2005-06-01</td>
       <td>currency-GBP</td>
     </tr>
     <tr>
-      <th>17</th>
+      <th>18</th>
       <td>Dividend Allowance</td>
       <td>Dividend Allowance</td>
-      <td>2000.0</td>
+      <td>2000.000000</td>
       <td>2015-06-05</td>
       <td>currency-GBP</td>
     </tr>
     <tr>
-      <th>18</th>
+      <th>19</th>
       <td>Property Allowance</td>
       <td>Property Allowance</td>
-      <td>1000.0</td>
+      <td>1000.000000</td>
       <td>2005-06-01</td>
       <td>currency-GBP</td>
     </tr>
     <tr>
-      <th>19</th>
+      <th>20</th>
       <td>Trading Allowance</td>
       <td>Trading Allowance</td>
-      <td>1000.0</td>
+      <td>1000.000000</td>
       <td>2005-06-01</td>
       <td>currency-GBP</td>
     </tr>
@@ -824,9 +832,9 @@ <h2>Simulation<a class="headerlink" href="#simulation" title="Permalink to this
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index fa702af74..adb9379f4 100644
--- a/reports/model/validation.err.log
+++ b/reports/model/validation.err.log
@@ -236,7 +236,7 @@ for variable in data:
                 )
 
 import plotly.express as px
-from policyengine_core.charts import format_fig, BLUE_COLOR_SCALE, GRAY
+from policyengine_core.charts import format_fig, BLUE_COLOUR_SCALE, GRAY
 
 fig = (
     px.bar(
@@ -251,9 +251,9 @@ fig = (
         color_discrete_map={
             "Official": GRAY,
             # "Official (error)": GRAY,
-            "PolicyEngine": BLUE_COLOR_SCALE[3],
+            "PolicyEngine": BLUE_COLOUR_SCALE[2],
             # "PolicyEngine (error)": BLUE_COLOR_SCALE[3],
-            "UKMOD": BLUE_COLOR_SCALE[0],
+            "UKMOD": BLUE_COLOUR_SCALE[0],
             # "UKMOD (error)": BLUE_COLOR_SCALE[0],
         },
     )
@@ -272,23 +272,18 @@ fig
 
 
 ---------------------------------------------------------------------------
-ImportError                               Traceback (most recent call last)
-Cell In[1], line 222
-    203                 df = pd.concat(
-    204                     [
-    205                         df,
-   (...)
-    218                     ]
-    219                 )
-    221 import plotly.express as px
---> 222 from policyengine_core.charts import format_fig, BLUE_COLOR_SCALE, GRAY
-    224 fig = (
-    225     px.bar(
-    226         df[~df.error][::-1].sort_values(["year", "value"]),
-   (...)
-    250     .update_traces(hovertemplate="%{customdata[0]}")
-    251 )
-    252 fig = format_fig(fig)
+ModuleNotFoundError                       Traceback (most recent call last)
+Cell In[1], line 103
+     96 def estimate(variable: str):
+     97     return [
+     98         sim.calculate(variable, period=year, map_to="household").sum() / 1e9
+     99         for year in range(2023, 2026)
+    100     ]
+--> 103 from policyengine_uk.data.datasets.frs.calibration.loss import (
+    104     calibration_parameters,
+    105 )
+    106 from policyengine_core.parameters import get_parameter
+    109 def official_estimate(parameter: str):
 
-ImportError: cannot import name 'BLUE_COLOR_SCALE' from 'policyengine_core.charts' (/opt/hostedtoolcache/Python/3.9.18/x64/lib/python3.9/site-packages/policyengine_core/charts/__init__.py)
+ModuleNotFoundError: No module named 'policyengine_uk.data.datasets.frs.calibration.loss'
 
diff --git a/searchindex.js b/searchindex.js
index 9e360c091..08f772ebb 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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income sources","PolicyEngine-UK","Validation","Carbon taxes","TV Licence","Pension Credit","Universal Credit","Child Benefit","Fuel Duty","Income Tax","National Insurance","Stamp Duty Land Tax","Energy Price Cap","Land and Buildings Transaction Tax","Land Transaction Tax","Getting started"],titleterms:{"2019":11,"2020":11,"short":1,analys:15,analysi:15,appendix:[3,9,10],baselin:1,benefit:7,build:13,cap:12,carbon:3,chang:[5,6],child:7,concess:4,credit:[5,6],current:15,demo:1,duti:[8,11],energi:12,estim:1,evalu:1,exampl:7,fee:4,fuel:8,get:15,household:15,incom:[0,9],insur:10,intens:3,land:[11,13,14],law:15,legisl:[4,5,6,7,9,11,13,14],level:[7,15],licenc:4,methodolog:[3,9],microsimul:[4,7,15],model:10,nation:10,payment:7,pension:[0,5],polici:15,policyengin:1,price:12,rate:[5,6,8,11,13,14],reform:[1,15],run:15,sdlt:11,set:15,simul:[9,15],sourc:0,stamp:11,start:15,statist:11,summari:3,tax:[3,9,11,13,14],transact:[13,14],tv:4,uk:1,univers:6,up:15,valid:2}})
\ No newline at end of file
diff --git a/usage/getting-started.html b/usage/getting-started.html
index 6c45ca3d8..53cbadd2d 100644
--- a/usage/getting-started.html
+++ b/usage/getting-started.html
@@ -350,7 +350,7 @@ <h3>Getting set up<a class="headerlink" href="#getting-set-up" title="Permalink
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>48.475609170684386
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>52.07600670321649
 </pre></div>
 </div>
 </div>
@@ -406,10 +406,22 @@ <h3>Getting set up<a class="headerlink" href="#getting-set-up" title="Permalink
       <th>frs_2020</th>
       <th>FRS 2020-21</th>
     </tr>
+    <tr>
+      <th>frs_2021</th>
+      <th>FRS 2021-22</th>
+    </tr>
+    <tr>
+      <th>raw_frs_2021</th>
+      <th>FRS 2021-22</th>
+    </tr>
     <tr>
       <th>pooled_frs_2018_20</th>
       <th>FRS 2018-20</th>
     </tr>
+    <tr>
+      <th>pooled_frs_2019_21</th>
+      <th>FRS 2019-21</th>
+    </tr>
     <tr>
       <th>spi_enhanced_frs_2019</th>
       <th>SPI-enhanced FRS 2019-20</th>
@@ -418,10 +430,18 @@ <h3>Getting set up<a class="headerlink" href="#getting-set-up" title="Permalink
       <th>spi_enhanced_pooled_frs_2018_20</th>
       <th>SPI-enhanced FRS 2018-20</th>
     </tr>
+    <tr>
+      <th>spi_enhanced_pooled_frs_2019_21</th>
+      <th>SPI-enhanced FRS 2019-21</th>
+    </tr>
     <tr>
       <th>calibrated_frs_2019</th>
       <th>Calibrated FRS 2019-20</th>
     </tr>
+    <tr>
+      <th>calibrated_frs_2019_21</th>
+      <th>Calibrated FRS 2019-21</th>
+    </tr>
     <tr>
       <th>calibrated_spi_enhanced_frs_2019</th>
       <th>Calibrated SPI-enhanced FRS 2019-20</th>
@@ -430,6 +450,10 @@ <h3>Getting set up<a class="headerlink" href="#getting-set-up" title="Permalink
       <th>calibrated_spi_enhanced_pooled_frs_2018_20</th>
       <th>Calibrated SPI-enhanced FRS 2018-20</th>
     </tr>
+    <tr>
+      <th>calibrated_spi_enhanced_pooled_frs_2019_21</th>
+      <th>Calibrated SPI-enhanced FRS 2019-21</th>
+    </tr>
     <tr>
       <th>enhanced_frs</th>
       <th>Enhanced FRS</th>
@@ -462,7 +486,7 @@ <h3>Running reform analyses<a class="headerlink" href="#running-reform-analyses"
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Raising the basic rate to 25% would raise the UK £26.90bn per year
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Raising the basic rate to 25% would raise the UK £25.35bn per year
 </pre></div>
 </div>
 </div>